reasoning benchmark
Management Consulting Tasks is an internal OpenAI evaluation of long-horizon professional knowledge work drawn from management-consulting workflows, scoring whether models produce correct, decision-ready analyses.
Updated Aug 11, 2026
Higher score ranks better on this benchmark.
| 01 | OP | 43.2% | 100.0% | 3 | C | |
| 02 | OP | 37.2% | 50.0% | 3 | C | |
| 03 | OP | 35.4% | 0.0% | 3 | C |
A closer view of the leading scores on this benchmark.
The leading models and scores on this benchmark.
What Management Consulting Tasks (Internal) measures and how its scores work.
Management Consulting Tasks is an internal OpenAI evaluation of long-horizon professional knowledge work drawn from management-consulting workflows, scoring whether models produce correct, decision-ready analyses.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
Common questions about Management Consulting Tasks (Internal).
GPT-5.6 Sol is currently ranked first with 43.2%.
Management Consulting Tasks is an internal OpenAI evaluation of long-horizon professional knowledge work drawn from management-consulting workflows, scoring whether models produce correct, decision-ready analyses.
Yes. Higher values rank better for this benchmark.
3 model results are currently shown.
Yes. This benchmark can contribute to the current LLMBoard capability score.